Virtual Wave Optics for Non-Line-of-Sight Imaging
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Abstract (arXiv)
Non-Line-of-Sight (NLOS) imaging allows to observe objects partially or fully occluded from direct view, by analyzing indirect diffuse reflections off a secondary, relay surface. Despite its many potential applications, existing methods lack practical usability due to several shared limitations, including the assumption of single scattering only, lack of occlusions, and Lambertian reflectance. We lift these limitations by transforming the NLOS problem into a virtual Line-Of-Sight (LOS) one. Since imaging information cannot be recovered from the irradiance arriving at the relay surface, we introduce the concept of the phasor field, a mathematical construct representing a fast variation in irradiance. We show that NLOS light transport can be modeled as the propagation of a phasor field wave, which can be solved accurately by the Rayleigh-Sommerfeld diffraction integral. We demonstrate for the first time NLOS reconstruction of complex scenes with strong multiply scattered and ambient light, arbitrary materials, large depth range, and occlusions. Our method handles these challenging cases without explicitly developing a light transport model. By leveraging existing fast algorithms, we outperform existing methods in terms of execution speed, computational complexity, and memory use. We believe that our approach will help unlock the potential of NLOS imaging, and the development of novel applications not restricted to lab conditions. For example, we demonstrate both refocusing and transient NLOS videos of real-world, complex scenes with large depth.
Key facts. Cited by 54 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Oct 2018.
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Citing papers per year: 2021: 10; 2022: 6; 2023: 13; 2024: 6; 2025: 12; 2026: 7.
54 papers.
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- 2021Non-line-of-Sight Imaging via Neural Transient Fieldscited by 41
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
- 2021Passive Inter-Photon Imagingcited by 16
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonarcited by 16
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surfacecited by 13
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenescited by 10
- 2023DehazeNeRF: Multiple Image Haze Removal and 3D Shape Reconstruction using Neural Radiance Fieldscited by 10
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularizationcited by 8
- 2024Enhancing Autonomous Navigation by Imaging Hidden Objects using Single-Photon LiDARcited by 8
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Visioncited by 7
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
38 more
- 2021Virtual Light Transport Matrices for Non-Line-Of-Sight Imagingcited by 6
- 2023Role of Transients in Two-Bounce Non-Line-of-Sight Imagingcited by 5
- 2022Robust photon-efficient imaging using a pixel-wise residual shrinkage networkcited by 4
- 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstructioncited by 3
- 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bouncecited by 3
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Renderingcited by 3
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imagingcited by 3
- 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstructioncited by 2
- 2022Non-Line-of-Sight Tracking and Mapping with an Active Corner Cameracited by 2
- 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Datacited by 2
- 2023Propagate And Calibrate: Real-time Passive Non-line-of-sight Trackingcited by 2
- 2024Generalizable Non-Line-of-Sight Imaging with Learnable Physical Priorscited by 2
- 2021Towards Non-Line-of-Sight Photographycited by 1
- 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensingcited by 1
- 2023Domain Reduction Strategy for Non Line of Sight Imagingcited by 1
- 2025Neural Inverse Rendering from Propagating Lightcited by 1
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imagingcited by 1
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imagingcited by 1
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Lightcited by 1
- 2026A comprehensive study of time-of-flight non-line-of-sight imagingcited by 1
- 2021Fast Non-line-of-sight Imaging with Two-step Deep Remappingcited by 0
- 2021Automatic calibration of time of flight based non-line-of-sight reconstructioncited by 0
- 2021Onsite Non-Line-of-Sight Imaging via Online Calibrationscited by 0
- 2023Non-line-of-sight imaging in the presence of scattering media using phasor fieldscited by 0
- 2023Passive Non-Line-of-Sight Imaging with Light Transport Modulationcited by 0
- 2024NIGHT -- Non-Line-of-Sight Imaging from Indirect Time of Flight Datacited by 0
- 2024Structured light with a million light planes per secondcited by 0
- 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imagingcited by 0
- 2025Dual-branch Graph Feature Learning for NLOS Imagingcited by 0
- 2025TransiT: Transient Transformer for Non-line-of-sight Videographycited by 0
- 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transformcited by 0
- 2025Generalizable Holographic Reconstruction via Amplitude-Only Diffusion Priorscited by 0
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformercited by 0
- 2025SuperEx: Enhancing Indoor Mapping and Exploration using Non-Line-of-Sight Perceptioncited by 0
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Camerascited by 0
- 2025Wavefront-Constrained Passive Obscured Object Detectioncited by 0
- 2026Soft Shadow Diffusion (SSD): Physics-inspired Learning for 3D Computational Periscopycited by 0
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Samplingcited by 0
50 most cited of 54 All 54 (JSON)
- 2026Cascaded Non-Line-of-Sight Imaging3 Sep 2026
- 2026Memory-efficient GPU pipelines for real-time non-line-of-sight reconstruction28 Aug 2026
- 2026Non-line-of-sight imaging with arbitrary relay surface geometries via 3D Gaussian Transient Rendering19 Jun 2026
- 2026Seeing through boxes: Non-Line-of-Sight 3D Reconstruction from Radar Signals27 May 2026
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Sampling18 May 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2026Soft Shadow Diffusion (SSD): Physics-inspired Learning for 3D Computational Periscopy18 Jan 2026
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Light5 Dec 2025
- 2025Wavefront-Constrained Passive Obscured Object Detection26 Nov 2025
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Cameras14 Oct 2025
- 2025SuperEx: Enhancing Indoor Mapping and Exploration using Non-Line-of-Sight Perception12 Oct 2025
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformer10 Oct 2025
38 more
- 2025Generalizable Holographic Reconstruction via Amplitude-Only Diffusion Priors16 Sep 2025
- 2025Noise-adapted Neural Operator for Robust Non-Line-of-Sight Imaging13 Aug 2025
- 2025Fast and Memory-efficient Non-line-of-sight Imaging with Quasi-Fresnel Transform4 Aug 2025
- 2025MARMOT: Masked Autoencoder for Modeling Transient Imaging10 Jun 2025
- 2025Neural Inverse Rendering from Propagating Light5 Jun 2025
- 2025TransiT: Transient Transformer for Non-line-of-sight Videography14 Mar 2025
- 2025Dual-branch Graph Feature Learning for NLOS Imaging27 Feb 2025
- 2024Iterating the Transient Light Transport Matrix for Non-Line-of-Sight Imaging13 Dec 2024
- 2024Structured light with a million light planes per second27 Nov 2024
- 2024Enhancing Autonomous Navigation by Imaging Hidden Objects using Single-Photon LiDAR4 Oct 2024
- 2024Generalizable Non-Line-of-Sight Imaging with Learnable Physical Priors21 Sep 2024
- 2024Learning to Enhance Aperture Phasor Field for Non-Line-of-Sight Imaging26 Jul 2024
- 2024NIGHT -- Non-Line-of-Sight Imaging from Indirect Time of Flight Data28 Mar 2024
- 2023Passive Non-Line-of-Sight Imaging with Light Transport Modulation26 Dec 2023
- 2023Self-Calibrating, Fully Differentiable NLOS Inverse Rendering21 Sep 2023
- 2023Non-line-of-sight imaging in the presence of scattering media using phasor fields25 Aug 2023
- 2023Domain Reduction Strategy for Non Line of Sight Imaging20 Aug 2023
- 2023Virtual Mirrors: Non-Line-of-Sight Imaging Beyond the Third Bounce26 Jul 2023
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction14 Jul 2023
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonar16 Jun 2023
- 2023Omni-Line-of-Sight Imaging for Holistic Shape Reconstruction21 Apr 2023
- 2023Role of Transients in Two-Bounce Non-Line-of-Sight Imaging3 Apr 2023
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surface22 Mar 2023
- 2023Propagate And Calibrate: Real-time Passive Non-line-of-sight Tracking21 Mar 2023
- 2023DehazeNeRF: Multiple Image Haze Removal and 3D Shape Reconstruction using Neural Radiance Fields20 Mar 2023
- 2023Curvature regularization for Non-line-of-sight Imaging from Under-sampled Data1 Jan 2023
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularization21 Nov 2022
- 2022Synthetic Wavelength Imaging -- Utilizing Spectral Correlations for High-Precision Time-of-Flight Sensing11 Sep 2022
- 2022Non-Line-of-Sight Tracking and Mapping with an Active Corner Camera2 Aug 2022
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imaging3 May 2022
- 2022Occlusion Fields: An Implicit Representation for Non-Line-of-Sight Surface Reconstruction16 Mar 2022
- 2022Robust photon-efficient imaging using a pixel-wise residual shrinkage network5 Jan 2022
- 2021Onsite Non-Line-of-Sight Imaging via Online Calibrations29 Dec 2021
- 2021Adaptive Gating for Single-Photon 3D Imaging30 Nov 2021
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Vision18 Sep 2021
- 2021Towards Non-Line-of-Sight Photography16 Sep 2021
- 2021Automatic calibration of time of flight based non-line-of-sight reconstruction21 May 2021
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenes28 Apr 2021
50 newest of 54 All 54 (JSON)
- 2021Non-line-of-Sight Imaging via Neural Transient Fieldscited by 41
- 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstructioncited by 18
- 2021Passive Inter-Photon Imagingcited by 16
- 2023Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonarcited by 16
- 2022Physics to the Rescue: Deep Non-line-of-sight Reconstruction for High-speed Imagingcited by 15
- 2023NLOS-NeuS: Non-line-of-sight Neural Implicit Surfacecited by 13
- 2021Recent Advances on Non-Line-of-Sight Imaging: Conventional Physical Models, Deep Learning, and New Scenescited by 10
- 2023DehazeNeRF: Multiple Image Haze Removal and 3D Shape Reconstruction using Neural Radiance Fieldscited by 10
- 2022Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularizationcited by 8
- 2024Enhancing Autonomous Navigation by Imaging Hidden Objects using Single-Photon LiDARcited by 8
- 2021Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Visioncited by 7
- 2021Adaptive Gating for Single-Photon 3D Imagingcited by 7
12 most cited of 53 All 53 (JSON)
- 2026Cascaded Non-Line-of-Sight Imaging3 Sep 2026
- 2026Memory-efficient GPU pipelines for real-time non-line-of-sight reconstruction28 Aug 2026
- 2026Non-line-of-sight imaging with arbitrary relay surface geometries via 3D Gaussian Transient Rendering19 Jun 2026
- 2026Seeing through boxes: Non-Line-of-Sight 3D Reconstruction from Radar Signals27 May 2026
- 2026Imaging Hidden Objects with Consumer LiDAR via Motion Induced Sampling18 May 2026
- 2026A comprehensive study of time-of-flight non-line-of-sight imaging10 Mar 2026
- 2026Soft Shadow Diffusion (SSD): Physics-inspired Learning for 3D Computational Periscopy18 Jan 2026
- 2025Shoot-Bounce-3D: Single-Shot Occlusion-Aware 3D from Lidar by Decomposing Two-Bounce Light5 Dec 2025
- 2025Wavefront-Constrained Passive Obscured Object Detection26 Nov 2025
- 2025Hardware-aware Coding Function Design for Compressive Single-Photon 3D Cameras14 Oct 2025
- 2025SuperEx: Enhancing Indoor Mapping and Exploration using Non-Line-of-Sight Perception12 Oct 2025
- 20253D Reconstruction from Transient Measurements with Time-Resolved Transformer10 Oct 2025
12 newest of 53 All 53 (JSON)